White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using continuous boyce index
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9549839 | 0.9117628 | 0.9942695 | 0.9601660 |
| bt | 0.8745981 | 0.9759474 | 0.9099747 | 0.6952202 |
| maxnet | 0.6495177 | 0.9646968 | 0.7878002 | 0.4515011 |
| gam | NA | 0.9774282 | NA | NA |
| glm | NA | 0.6974263 | NA | NA |
Variable Importance
